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Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial
This paper is intended to serve as an overview of, and mostly a tutorial to illustrate, the optimization techniques used in several different key design aspects that have been considered in the literature of wireless sensor networks (WSNs). It targets the researchers who are new to the mathematical...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5579525/ https://www.ncbi.nlm.nih.gov/pubmed/28763039 http://dx.doi.org/10.3390/s17081761 |
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author | Ibrahim, Ahmed Alfa, Attahiru |
author_facet | Ibrahim, Ahmed Alfa, Attahiru |
author_sort | Ibrahim, Ahmed |
collection | PubMed |
description | This paper is intended to serve as an overview of, and mostly a tutorial to illustrate, the optimization techniques used in several different key design aspects that have been considered in the literature of wireless sensor networks (WSNs). It targets the researchers who are new to the mathematical optimization tool, and wish to apply it to WSN design problems. We hence divide the paper into two main parts. One part is dedicated to introduce optimization theory and an overview on some of its techniques that could be helpful in design problem in WSNs. In the second part, we present a number of design aspects that we came across in the WSN literature in which mathematical optimization methods have been used in the design. For each design aspect, a key paper is selected, and for each we explain the formulation techniques and the solution methods implemented. We also provide in-depth analyses and assessments of the problem formulations, the corresponding solution techniques and experimental procedures in some of these papers. The analyses and assessments, which are provided in the form of comments, are meant to reflect the points that we believe should be taken into account when using optimization as a tool for design purposes. |
format | Online Article Text |
id | pubmed-5579525 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-55795252017-09-06 Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial Ibrahim, Ahmed Alfa, Attahiru Sensors (Basel) Article This paper is intended to serve as an overview of, and mostly a tutorial to illustrate, the optimization techniques used in several different key design aspects that have been considered in the literature of wireless sensor networks (WSNs). It targets the researchers who are new to the mathematical optimization tool, and wish to apply it to WSN design problems. We hence divide the paper into two main parts. One part is dedicated to introduce optimization theory and an overview on some of its techniques that could be helpful in design problem in WSNs. In the second part, we present a number of design aspects that we came across in the WSN literature in which mathematical optimization methods have been used in the design. For each design aspect, a key paper is selected, and for each we explain the formulation techniques and the solution methods implemented. We also provide in-depth analyses and assessments of the problem formulations, the corresponding solution techniques and experimental procedures in some of these papers. The analyses and assessments, which are provided in the form of comments, are meant to reflect the points that we believe should be taken into account when using optimization as a tool for design purposes. MDPI 2017-08-01 /pmc/articles/PMC5579525/ /pubmed/28763039 http://dx.doi.org/10.3390/s17081761 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ibrahim, Ahmed Alfa, Attahiru Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial |
title | Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial |
title_full | Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial |
title_fullStr | Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial |
title_full_unstemmed | Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial |
title_short | Optimization Techniques for Design Problems in Selected Areas in WSNs: A Tutorial |
title_sort | optimization techniques for design problems in selected areas in wsns: a tutorial |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5579525/ https://www.ncbi.nlm.nih.gov/pubmed/28763039 http://dx.doi.org/10.3390/s17081761 |
work_keys_str_mv | AT ibrahimahmed optimizationtechniquesfordesignproblemsinselectedareasinwsnsatutorial AT alfaattahiru optimizationtechniquesfordesignproblemsinselectedareasinwsnsatutorial |